{"title":"Performance assessment of particle swarm optimisation and differential evolution algorithms on integral sliding mode control of cart-inverted pendulum","authors":"Terkaa J. Shima, H. Bashir","doi":"10.1504/ijndc.2021.117083","DOIUrl":null,"url":null,"abstract":"In this paper, optimal parameters of integral sliding mode controller (ISMC) that balances a cart-inverted pendulum (CIP) system in the unstable equilibrium position are determined using both PSO and DE algorithms. For comparison purposes, the performances of the PSO-ISMC and the DE-ISMC on the stabilisation of the CIP system in its unstable equilibrium position are evaluated. Simulation results have shown that both the PSO-ISMC and the DE-ISMC are capable of stabilising the CIP system in the unstable equilibrium. Importantly, the experiments successfully identified the particular situations in which the PSO-ISMC and the DE-ISMC algorithms perform best depending on the position of the inverted pendulum with respect to the unstable equilibrium position.","PeriodicalId":249374,"journal":{"name":"International Journal of Nonlinear Dynamics and Control","volume":"180 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Nonlinear Dynamics and Control","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1504/ijndc.2021.117083","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
In this paper, optimal parameters of integral sliding mode controller (ISMC) that balances a cart-inverted pendulum (CIP) system in the unstable equilibrium position are determined using both PSO and DE algorithms. For comparison purposes, the performances of the PSO-ISMC and the DE-ISMC on the stabilisation of the CIP system in its unstable equilibrium position are evaluated. Simulation results have shown that both the PSO-ISMC and the DE-ISMC are capable of stabilising the CIP system in the unstable equilibrium. Importantly, the experiments successfully identified the particular situations in which the PSO-ISMC and the DE-ISMC algorithms perform best depending on the position of the inverted pendulum with respect to the unstable equilibrium position.